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GG网络技术分享 2026-04-17 10:50 0
API与实时通信
小龙虾项目代表了另一种思路——软件能力检索
静态引用
| 分类名称 | PostgreSQL + Redis + Milvus |
|---|---|
| 无独立生命周期 |
我emo了。 软件技能化是指将传统软件的功能拆解为独立的、可被AI理解和调用的"技能"或"能力"单元。用户不再需要学习复杂的软件界面而是通过自然语言直接与软件能力交互。
~2000
何不... 综合以上探索， 我们可以提炼出软件能力检索的核心论点：
public class ContextInjectionStrategy { /** * 构建完整的LLM请求上下文 */ public ChatRequest buildRequest { ChatRequest request = new ChatRequest; // 1. 注入角色上下文 .buildPromptSection); // 2. 注入知识上下文 List relevantKnowledge = .retrieve; ); // 3. 注入Function Calling .toTools); // 4. 注入记忆上下文 .getHistory); // 5. 添加当前用户输入 ; return request; }} 在构建AI Agent应用时开发者往往面临一系列架构层面的挑战。这些挑战不是简单的技术问题，而是因为应用规模扩大而逐渐暴露的根本性架构缺陷。
~500
| 维度 | 说明 |
|---|---|
| 完整知识库 | 全量数据+历史 |
// 安装SkillPOST /api/v1/skills/{skillId}/installRequest: { "config": {...} }Response: { "installId": "...", "status": "INSTALLING" }// 激活SkillPOST /api/v1/skills/{skillId}/activateRequest: { "role": "assistant" }Response: { "activationId": "...", "status": "ACTIVATING" }// 停用SkillPOST /api/v1/skills/{skillId}/deactivateResponse: { "status": "DEACTIVATED"}//卸载SkillDELETE /api/v1/skills/{skillId}Response: { & quot ; status : "UNINSTALLED"} # skill-skill : id : customer - service - bot name :智能客服助手version :1.0.0 skillForm :SCENE capabilities :- name :answerQuestion type :ENTRY description :回答用户问题 - name :transferToHuman type :EXPOSED description ：转人工客服 - name ：queryOrderStatus type ：INTERNAL description ：查询订单状态dependencies :- skillId ：llm - service capability ：chat public enum SkillLifecycleState{ DISCOVERED,// Skill已被发现 ,但未安装INSTALLING ,//正在安装INSTALLED,//安装完成 ,可激活ACTIVATING ,//正在激活ACTIVATED ,// 已激活 ,可接受调用DEACTIVATING,//正在停用DEACTIVATED ,// 已停用 ,可重新激活UNINSTALLING ,//正在卸载UNINSTALLED ,ERROR ;//运行出错} | 困境 | 说明 |
|---|---|
| 功能模块固化 | 地址范围 |
| 级别 | 值 |
|---|---|
| BASIC | ~500 |
| ADVANCED | ~2000 |
| KNOW | ~10000+ |
| 类型 | 操作 |
|---|---|
| REMOTE | 创建 |
| Scope | 说明 |
|---|---|
| SYS | 系统核心服务认证服务持久化与缓存组织服务集群内认证、授权混合模式本地进程内SPI插件机制远程服务UDP广播 / mDNS动态发现与注册DiscoveryProvider动态发现，元数据驱动注册runtime发现各种方式组合依赖配置参数动态寻址CAP协议统一寻址内部能力EXTERNALENTRY内存引用静态引用持久化与缓存分布式缓存本地缓存深度咨询专业问题专家知识库完整知识库详细文档、案例基础概念和常用FAQ零学习成本即插即用快速响应易于维护 性高可 性低技术选型Java 17+Spring Boot + LLM 、 Embedding数据库、向量存储系统核心引擎实现系统自动完成用户手动点击图形界面操作事务保证事务保证健康检查性能指标监控告警支持多种告警规则支持告警通知支持自动修复自动化运维自动化伸缩弹性伸缩平安防护域级平安云托管协议P2P网络离线服务核心抽象层一核核心网底层基础设施底层网络底层存储底层计算网络层传输层应用层感知层数据中心数据工具链飞轮能力中心层能力规范能力分发管理管理监测协同北向服务层域管理协议立体观测南向服务层发现协议登录协议角色协议协作协议离线服务核心抽象层一核核心网底层基础设施底层网络底层存储底层计算网络层传输层应用层感知层三链引擎layerSkillsFlow数据中心飞轮LayerCapacity Center LayerCapacity dissemination management monitoring coordination north interface layer domain management protocol stereoscopic observation south interface layer discovery protocol login protocol role protocol collaboration protocol offline service core abstract layer one core core network underlying infrastructure underlying network underlying storage underlying computing network layer transmission layer application layer perception layerApplication LayerOrganization ManagementSkills MarketCollaboration PlatformThree Chain Engine LayerSkillsFlowData CenterData ToolchainFlywheelCapacity Center LayerCapacity SpecificationCapacity DisseminationCapability ManagementCapability MonitoringCapability CollaborationNorthward Service LayerDomain Management ProtocolStereoscopic ObservationSouthward Service LayerDiscovery ProtocolLogin ProtocolRole ProtocolCollaboration ProtocolOffline ServiceCore Abstract LayerOne CoreCore NetworkUnderlying InfrastructureUnderlying NetworkUnderlying StorageUnderlying ComputingNetwork LayerTransmission LayerApplication LayerPerception LayerLayerApplication Organization ManagementSkills MarketCollaboration PlatformThree Chain Engine SkillsFlow Data Center Data Toolchain Flywheel Capacity Center Capacity Specification Capacity Distribution Capability Management Capability Monitoring Capability Coordination Northward Service Domain Management Protocol Stereoscopic Observation Southward Service Discovery Protocol Login Role Collaboration Offline Core Abstract One Core Core Underlying Infrastructure Underlying Network Underlying Storage Underlying Computing Network Transmission Application PerceptionLayer application organization management skills market collaborative platform three chain engine skills flow data center data toolchain flywheel capacity center capacity specification capacity distribution capability management capability monitoring capability coordination northward service domain management protocol stereoscopic observation southward service discovery login role collaboration offline core abstract one core core infrastructure network storage computing network transmission application perception layerskillsflow datatoolchainflywheelcapacitycenterlayercapacityspecificationcapacitydisseminationcapabilitymanagementcapabilitymonitoringcapabilitycoordinationnorthwardservicedomainmanagementprotocolstereoscopicobservationsouthwardservicediscoveryloginrolecollaborationofflineservicecoreabstractonecorecorenetworkunderlyinginfrastructureunderlyingnetworkunderlyingsstorageunderlyingcomputingnetworktransmissionapplicationperceptionlayerskillsflowdatatoolchainflywheelcapacitycenterlayercapacityspecificationcapacitydisseminationcapabilitymanagementcapabilitymonitoringcapabilitycoordinationnorthwardservicedomainmanagementprotocolstereoscopicobservationsouthwardservicediscoveryloginrolecollaborationofflineservicecoreabstractonecorecorenetworkunderlyinginfrastructureunderlyingnetworkunderlyingsstorageunderlyingcomputingnetworktransmissionapplicationperceptionlayerskillsflowdatatoolchainflywheelcapacitycenterlayercapacityspecificationcapacitydisseminationcapabilitymanagementcapabilitymonitoringcapabilitycoordinationnorthwardservicedomainmanagementprotocolstereoscopicobservationsouthwardservicediscoveryloginrolecollaborationofflineservicecoreabstractonecorecorenetworkunderlyinginfrastructureunderlyingnetworkunderlyingsstorageunderlyingcomputingnetworktransmissionapplicationperceptionlayerskillsflowdatatoolchainflywheelcapacitycenterlayercapacityspecificationcapacitydisseminationcapabilitymanagementcapabilitymonitoringcapabilitycoordinationnorthwardservicedomainmanagementprotocolstereoscopicobservationsouthwardservicediscoveryloginrolecollaborationofflineservicecoreabstractonecorecorenetworkunderlyinginfrastructureunderlyingnetworkunderlyingsstorageunderlyingscomputinglayerskillsflowdatatoolchainflywheelcapicitycenterskillscenterlifecyclemanagmentexecutiondispatchP2Psharingmultilanguageruntimeskillsooder skills skill packages warehouse scenendrivendefineskillindexanddocument4s + ... |
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